Physionet Data Challenge 2019

Dataset statistics

Number of variables	44
Number of observations	20000
Missing cells	286735
Missing cells (%)	32.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.7 MiB
Average record size in memory	352.0 B

Variable types

Numeric	39
Categorical	5

Alerts

`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP` and 1 other fields	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `SBP` and 1 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine` and 1 other fields	High correlation
`Creatinine` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Phosphate` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3`	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`EtCO2` has 16784 (83.9%) missing values	Missing
`BaseExcess` has 19442 (97.2%) missing values	Missing
`HCO3` has 19584 (97.9%) missing values	Missing
`FiO2` has 14178 (70.9%) missing values	Missing
`pH` has 14246 (71.2%) missing values	Missing
`PaCO2` has 14221 (71.1%) missing values	Missing
`SaO2` has 14875 (74.4%) missing values	Missing
`AST` has 11536 (57.7%) missing values	Missing
`BUN` has 1591 (8.0%) missing values	Missing
`Alkalinephos` has 11530 (57.6%) missing values	Missing
`Calcium` has 1550 (7.8%) missing values	Missing
`Chloride` has 18383 (91.9%) missing values	Missing
`Creatinine` has 1588 (7.9%) missing values	Missing
`Bilirubin_direct` has 18529 (92.6%) missing values	Missing
`Glucose` has 1173 (5.9%) missing values	Missing
`Lactate` has 15240 (76.2%) missing values	Missing
`Magnesium` has 3543 (17.7%) missing values	Missing
`Phosphate` has 8365 (41.8%) missing values	Missing
`Potassium` has 1434 (7.2%) missing values	Missing
`Bilirubin_total` has 11522 (57.6%) missing values	Missing
`TroponinI` has 13436 (67.2%) missing values	Missing
`Hct` has 1953 (9.8%) missing values	Missing
`Hgb` has 1941 (9.7%) missing values	Missing
`PTT` has 15602 (78.0%) missing values	Missing
`WBC` has 2000 (10.0%) missing values	Missing
`Fibrinogen` has 18052 (90.3%) missing values	Missing
`Platelets` has 1992 (10.0%) missing values	Missing
`Unit1` has 6095 (30.5%) missing values	Missing
`Unit2` has 6095 (30.5%) missing values	Missing
`PatientID` is uniformly distributed	Uniform
`PatientID` has unique values	Unique
`HospAdmTime` has 1145 (5.7%) zeros	Zeros

Reproduction

Analysis started	2021-11-29 10:23:46.634623
Analysis finished	2021-11-29 10:23:55.725398
Duration	9.09 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

PatientID
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	20000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	110000.5

Minimum	100001
Maximum	120000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	100001
5-th percentile	101000.95
Q1	105000.75
median	110000.5
Q3	115000.25
95-th percentile	119000.05
Maximum	120000
Range	19999
Interquartile range (IQR)	9999.5

Descriptive statistics

Standard deviation	5773.647028
Coefficient of variation (CV)	0.05248746167
Kurtosis	-1.2
Mean	110000.5
Median Absolute Deviation (MAD)	5000
Skewness	0
Sum	2200010000
Variance	33335000
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100001	1	< 0.1%
113331	1	< 0.1%
113338	1	< 0.1%
113337	1	< 0.1%
113336	1	< 0.1%
113335	1	< 0.1%
113334	1	< 0.1%
113333	1	< 0.1%
113332	1	< 0.1%
113330	1	< 0.1%
Other values (19990)	19990	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
100001	1	< 0.1%
100002	1	< 0.1%
100003	1	< 0.1%
100004	1	< 0.1%
100005	1	< 0.1%
100006	1	< 0.1%
100007	1	< 0.1%
100008	1	< 0.1%
100009	1	< 0.1%
100010	1	< 0.1%

Value	Count	Frequency (%)
120000	1	< 0.1%
119999	1	< 0.1%
119998	1	< 0.1%
119997	1	< 0.1%
119996	1	< 0.1%
119995	1	< 0.1%
119994	1	< 0.1%
119993	1	< 0.1%
119992	1	< 0.1%
119991	1	< 0.1%

HR
Real number (ℝ_≥0)

Distinct	359
Distinct (%)	1.8%
Missing	4
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	82.45575365

Minimum	31
Maximum	176
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	31
5-th percentile	59.5
Q1	71
median	81.5
Q3	92
95-th percentile	109.5
Maximum	176
Range	145
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	15.47201459
Coefficient of variation (CV)	0.1876402058
Kurtosis	0.2671783352
Mean	82.45575365
Median Absolute Deviation (MAD)	10.5
Skewness	0.4075821578
Sum	1648785.25
Variance	239.3832353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	606	3.0%
90	536	2.7%
82	475	2.4%
70	454	2.3%
78	454	2.3%
84	449	2.2%
74	423	2.1%
76	404	2.0%
72	396	2.0%
86	395	2.0%
Other values (349)	15404	77.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
31	1	< 0.1%
31.5	1	< 0.1%
33	1	< 0.1%
36	1	< 0.1%
37	2	< 0.1%
37.75	1	< 0.1%
38	2	< 0.1%
39	1	< 0.1%
40	4	< 0.1%
40.5	1	< 0.1%

Value	Count	Frequency (%)
176	1	< 0.1%
163	1	< 0.1%
156.5	1	< 0.1%
156	1	< 0.1%
155	1	< 0.1%
147	1	< 0.1%
146	2	< 0.1%
143	3	< 0.1%
142.5	2	< 0.1%
142	2	< 0.1%

O2Sat
Real number (ℝ_≥0)

Distinct	70
Distinct (%)	0.4%
Missing	6
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	97.41654996

Minimum	62.25
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	62.25
5-th percentile	94
Q1	96
median	98
Q3	99
95-th percentile	100
Maximum	100
Range	37.75
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.061559043
Coefficient of variation (CV)	0.02116230809
Kurtosis	17.04957528
Mean	97.41654996
Median Absolute Deviation (MAD)	1.5
Skewness	-1.901720785
Sum	1947746.5
Variance	4.25002569
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	3296	16.5%
98	3224	16.1%
97	2808	14.0%
99	2536	12.7%
96	2450	12.2%
95	1451	7.3%
94	681	3.4%
97.5	441	2.2%
98.5	391	2.0%
96.5	389	1.9%
Other values (60)	2327	11.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
62.25	1	< 0.1%
65	1	< 0.1%
67	1	< 0.1%
72	1	< 0.1%
73	1	< 0.1%
75	1	< 0.1%
76	1	< 0.1%
76.75	1	< 0.1%
77	2	< 0.1%
78	2	< 0.1%

Value	Count	Frequency (%)
100	3296	16.5%
99.75	77	0.4%
99.5	298	1.5%
99.25	87	0.4%
99	2536	12.7%
98.75	92	0.5%
98.5	391	2.0%
98.25	89	0.4%
98	3224	16.1%
97.75	98	0.5%

Temp
Real number (ℝ_≥0)

Distinct	219
Distinct (%)	1.1%
Missing	49
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	36.78687033

Minimum	31.4
Maximum	40.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	31.4
5-th percentile	36
Q1	36.45
median	36.7
Q3	37.1
95-th percentile	37.75
Maximum	40.4
Range	9
Interquartile range (IQR)	0.65

Descriptive statistics

Standard deviation	0.5584923396
Coefficient of variation (CV)	0.01518183892
Kurtosis	3.428382447
Mean	36.78687033
Median Absolute Deviation (MAD)	0.3
Skewness	-0.03114273631
Sum	733934.85
Variance	0.3119136934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.6	1367	6.8%
36.5	1317	6.6%
36.8	1278	6.4%
36.7	1263	6.3%
37	1078	5.4%
36.4	911	4.6%
36.9	884	4.4%
37.1	742	3.7%
36.3	709	3.5%
37.2	678	3.4%
Other values (209)	9724	48.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
31.4	1	< 0.1%
32.1	2	< 0.1%
32.8	2	< 0.1%
32.95	2	< 0.1%
33	2	< 0.1%
33.05	1	< 0.1%
33.1	1	< 0.1%
33.2	3	< 0.1%
33.25	2	< 0.1%
33.35	1	< 0.1%

Value	Count	Frequency (%)
40.4	1	< 0.1%
40.1	1	< 0.1%
40	2	< 0.1%
39.5	1	< 0.1%
39.4	1	< 0.1%
39.3	1	< 0.1%
39.25	1	< 0.1%
39.2	1	< 0.1%
39.1	4	< 0.1%
39.05	1	< 0.1%

SBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	485
Distinct (%)	2.4%
Missing	24
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	126.0335653

Minimum	51
Maximum	207
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	51
5-th percentile	98
Q1	112
median	124.5
Q3	139
95-th percentile	160
Maximum	207
Range	156
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	19.12587448
Coefficient of variation (CV)	0.1517522291
Kurtosis	-0.0662913949
Mean	126.0335653
Median Absolute Deviation (MAD)	13.5
Skewness	0.3496266683
Sum	2517646.5
Variance	365.7990745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
116	331	1.7%
118	316	1.6%
112	313	1.6%
132	312	1.6%
120	306	1.5%
126	304	1.5%
110	301	1.5%
114	298	1.5%
124	298	1.5%
128	297	1.5%
Other values (475)	16900	84.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
51	1	< 0.1%
51.5	1	< 0.1%
54.5	1	< 0.1%
62	1	< 0.1%
63	1	< 0.1%
65	1	< 0.1%
65.5	1	< 0.1%
66	2	< 0.1%
66.5	1	< 0.1%
68.5	1	< 0.1%

Value	Count	Frequency (%)
207	1	< 0.1%
203	1	< 0.1%
202	1	< 0.1%
198	1	< 0.1%
197	1	< 0.1%
196.5	1	< 0.1%
195.5	1	< 0.1%
195	3	< 0.1%
194.75	2	< 0.1%
194	4	< 0.1%

MAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	322
Distinct (%)	1.6%
Missing	102
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	86.18930295

Minimum	33
Maximum	144
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	33
5-th percentile	68
Q1	76.5
median	84.75
Q3	94
95-th percentile	110.5
Maximum	144
Range	111
Interquartile range (IQR)	17.5

Descriptive statistics

Standard deviation	13.16411582
Coefficient of variation (CV)	0.1527349146
Kurtosis	0.3658354042
Mean	86.18930295
Median Absolute Deviation (MAD)	8.75
Skewness	0.5997528945
Sum	1714994.75
Variance	173.2939454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78	558	2.8%
82	540	2.7%
80	504	2.5%
76	501	2.5%
88	497	2.5%
86	488	2.4%
77	464	2.3%
84	455	2.3%
74	432	2.2%
90	420	2.1%
Other values (312)	15039	75.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33	1	< 0.1%
34	1	< 0.1%
43.5	1	< 0.1%
45	3	< 0.1%
48.5	1	< 0.1%
49	1	< 0.1%
49.75	1	< 0.1%
50	3	< 0.1%
51	2	< 0.1%
51.5	1	< 0.1%

Value	Count	Frequency (%)
144	1	< 0.1%
143.5	1	< 0.1%
143	1	< 0.1%
141	1	< 0.1%
140	4	< 0.1%
139.5	1	< 0.1%
139.25	1	< 0.1%
138.5	2	< 0.1%
138	2	< 0.1%
137	2	< 0.1%

DBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	325
Distinct (%)	1.6%
Missing	27
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	65.98379412

Minimum	24
Maximum	117
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	24
5-th percentile	50
Q1	58
median	65
Q3	73
95-th percentile	86
Maximum	117
Range	93
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.11804128
Coefficient of variation (CV)	0.1684965442
Kurtosis	0.4183439062
Mean	65.98379412
Median Absolute Deviation (MAD)	7
Skewness	0.5133707969
Sum	1317894.32
Variance	123.610842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58	664	3.3%
60	628	3.1%
64	609	3.0%
62	585	2.9%
56	576	2.9%
63	554	2.8%
65	540	2.7%
59	538	2.7%
66	528	2.6%
61	504	2.5%
Other values (315)	14247	71.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24	1	< 0.1%
27.5	1	< 0.1%
28	1	< 0.1%
28.5	1	< 0.1%
29	3	< 0.1%
32	3	< 0.1%
33	2	< 0.1%
33.5	2	< 0.1%
34	4	< 0.1%
35	3	< 0.1%

Value	Count	Frequency (%)
117	1	< 0.1%
116	1	< 0.1%
114.75	1	< 0.1%
113	1	< 0.1%
112	3	< 0.1%
111	1	< 0.1%
110.5	1	< 0.1%
110	1	< 0.1%
109.75	1	< 0.1%
109.25	1	< 0.1%

Resp
Real number (ℝ_≥0)

Distinct	121
Distinct (%)	0.6%
Missing	43
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	18.3046049

Minimum	1
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	1
5-th percentile	14
Q1	16
median	18
Q3	20
95-th percentile	24
Maximum	56
Range	55
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.25810626
Coefficient of variation (CV)	0.1779938042
Kurtosis	6.330757325
Mean	18.3046049
Median Absolute Deviation (MAD)	2
Skewness	0.5389213854
Sum	365305
Variance	10.6152564
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	3990	20.0%
20	2754	13.8%
16	2564	12.8%
17	1321	6.6%
19	1138	5.7%
15	995	5.0%
22	932	4.7%
14	673	3.4%
21	661	3.3%
24	352	1.8%
Other values (111)	4577	22.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	8	< 0.1%
1.5	3	< 0.1%
2	24	0.1%
2.5	3	< 0.1%
3	12	0.1%
3.25	3	< 0.1%
3.5	4	< 0.1%
3.75	1	< 0.1%
4	11	0.1%
4.5	3	< 0.1%

Value	Count	Frequency (%)
56	2	< 0.1%
51.5	1	< 0.1%
40	2	< 0.1%
39	1	< 0.1%
38	2	< 0.1%
37	1	< 0.1%
36.25	1	< 0.1%
36	2	< 0.1%
35.5	2	< 0.1%
35.25	1	< 0.1%

EtCO2
Real number (ℝ_≥0)

MISSING

Distinct	173
Distinct (%)	5.4%
Missing	16784
Missing (%)	83.9%
Infinite	0
Infinite (%)	0.0%
Mean	33.04485386

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	10
5-th percentile	17.5
Q1	28
median	33
Q3	37
95-th percentile	43.5
Maximum	100
Range	90
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	10.32476853
Coefficient of variation (CV)	0.3124470931
Kurtosis	16.13061293
Mean	33.04485386
Median Absolute Deviation (MAD)	4.5
Skewness	2.621801772
Sum	106272.25
Variance	106.6008452
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	137	0.7%
34	136	0.7%
33	136	0.7%
32	131	0.7%
30	124	0.6%
36	112	0.6%
29	109	0.5%
39	98	0.5%
28	96	0.5%
37	95	0.5%
Other values (163)	2042	10.2%
(Missing)	16784	83.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	8	< 0.1%
10.5	6	< 0.1%
11	10	0.1%
11.25	4	< 0.1%
11.5	6	< 0.1%
12	15	0.1%
12.5	5	< 0.1%
13	10	0.1%
13.25	2	< 0.1%
13.5	6	< 0.1%

Value	Count	Frequency (%)
100	7	< 0.1%
99	4	< 0.1%
98.5	1	< 0.1%
98	6	< 0.1%
97.5	2	< 0.1%
97	7	< 0.1%
96	2	< 0.1%
95	1	< 0.1%
94	2	< 0.1%
93	2	< 0.1%

BaseExcess
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	272
Distinct (%)	48.7%
Missing	19442
Missing (%)	97.2%
Infinite	0
Infinite (%)	0.0%
Mean	-2.538620072

Minimum	-22.1
Maximum	9.1
Zeros	6
Zeros (%)	< 0.1%
Negative	429
Negative (%)	2.1%
Memory size	156.4 KiB

Quantile statistics

Minimum	-22.1
5-th percentile	-9.26875
Q1	-4.6
median	-2.4
Q3	-0.375
95-th percentile	3.88
Maximum	9.1
Range	31.2
Interquartile range (IQR)	4.225

Descriptive statistics

Standard deviation	3.886708635
Coefficient of variation (CV)	-1.531032028
Kurtosis	2.211538927
Mean	-2.538620072
Median Absolute Deviation (MAD)	2.1
Skewness	-0.4712354538
Sum	-1416.55
Variance	15.10650402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.7	11	0.1%
-2.8	9	< 0.1%
-3.9	8	< 0.1%
-1.3	8	< 0.1%
-3	7	< 0.1%
-3.2	7	< 0.1%
-3.4	7	< 0.1%
0	6	< 0.1%
-3.7	6	< 0.1%
-0.9	6	< 0.1%
Other values (262)	483	2.4%
(Missing)	19442	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-22.1	1	< 0.1%
-18.25	1	< 0.1%
-16.3	1	< 0.1%
-15.1	1	< 0.1%
-15.075	1	< 0.1%
-14.05	1	< 0.1%
-14.025	1	< 0.1%
-13.05	1	< 0.1%
-12.2	1	< 0.1%
-11.8	1	< 0.1%

Value	Count	Frequency (%)
9.1	1	< 0.1%
9	1	< 0.1%
8.5	1	< 0.1%
8.175	1	< 0.1%
7.6	2	< 0.1%
7.1	1	< 0.1%
6.3	1	< 0.1%
6.1	1	< 0.1%
5.9	1	< 0.1%
5.85	1	< 0.1%

HCO3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	217
Distinct (%)	52.2%
Missing	19584
Missing (%)	97.9%
Infinite	0
Infinite (%)	0.0%
Mean	23.33960337

Minimum	7.7
Maximum	34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	7.7
5-th percentile	18.5
Q1	21.6
median	23.475
Q3	25.1
95-th percentile	28.525
Maximum	34
Range	26.3
Interquartile range (IQR)	3.5

Descriptive statistics

Standard deviation	3.099274851
Coefficient of variation (CV)	0.1327903822
Kurtosis	2.193542379
Mean	23.33960337
Median Absolute Deviation (MAD)	1.725
Skewness	-0.2167493007
Sum	9709.275
Variance	9.605504601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.5	9	< 0.1%
22.6	7	< 0.1%
21.5	6	< 0.1%
23.8	6	< 0.1%
23.7	6	< 0.1%
25.3	6	< 0.1%
25.1	5	< 0.1%
24.2	5	< 0.1%
23.2	5	< 0.1%
23.9	5	< 0.1%
Other values (207)	356	1.8%
(Missing)	19584	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.7	1	< 0.1%
13.1	1	< 0.1%
13.15	1	< 0.1%
14.6	1	< 0.1%
15.3	1	< 0.1%
16.05	1	< 0.1%
16.3	1	< 0.1%
16.4	1	< 0.1%
16.8	1	< 0.1%
17	2	< 0.1%

Value	Count	Frequency (%)
34	1	< 0.1%
32.8	1	< 0.1%
32.4	1	< 0.1%
32	2	< 0.1%
30.9	1	< 0.1%
30.6	1	< 0.1%
30.1	1	< 0.1%
29.7	1	< 0.1%
29.5	2	< 0.1%
29.45	1	< 0.1%

FiO2
Real number (ℝ_≥0)

MISSING

Distinct	123
Distinct (%)	2.1%
Missing	14178
Missing (%)	70.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.4753126074

Minimum	0.04
Maximum	2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.04
5-th percentile	0.21
Q1	0.36
median	0.4
Q3	0.5
95-th percentile	1
Maximum	2
Range	1.96
Interquartile range (IQR)	0.14

Descriptive statistics

Standard deviation	0.2105588808
Coefficient of variation (CV)	0.4429903131
Kurtosis	2.727652453
Mean	0.4753126074
Median Absolute Deviation (MAD)	0.1
Skewness	1.362236754
Sum	2767.27
Variance	0.04433504227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4	1596	8.0%
0.5	824	4.1%
0.21	608	3.0%
1	402	2.0%
0.7	284	1.4%
0.45	261	1.3%
0.6	240	1.2%
0.28	223	1.1%
0.3	220	1.1%
0.35	141	0.7%
Other values (113)	1023	5.1%
(Missing)	14178	70.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.04	2	< 0.1%
0.05	5	< 0.1%
0.06	5	< 0.1%
0.115	1	< 0.1%
0.21	608	3.0%
0.21	1	< 0.1%
0.24	14	0.1%
0.245	17	0.1%
0.25	11	0.1%
0.26	6	< 0.1%

Value	Count	Frequency (%)
2	4	< 0.1%
1.6	1	< 0.1%
1.5	2	< 0.1%
1.2	1	< 0.1%
1	402	2.0%
0.98	1	< 0.1%
0.96	1	< 0.1%
0.95	7	< 0.1%
0.93	2	< 0.1%
0.92	2	< 0.1%

pH
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	135
Distinct (%)	2.3%
Missing	14246
Missing (%)	71.2%
Infinite	0
Infinite (%)	0.0%
Mean	7.379348279

Minimum	6.78
Maximum	7.615
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	6.78
5-th percentile	7.27
Q1	7.34
median	7.38
Q3	7.42
95-th percentile	7.49
Maximum	7.615
Range	0.835
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.06923347547
Coefficient of variation (CV)	0.009382058259
Kurtosis	3.550569169
Mean	7.379348279
Median Absolute Deviation (MAD)	0.04
Skewness	-0.6617156254
Sum	42460.77
Variance	0.004793274126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.38	342	1.7%
7.4	321	1.6%
7.36	289	1.4%
7.37	273	1.4%
7.42	268	1.3%
7.35	261	1.3%
7.41	254	1.3%
7.39	253	1.3%
7.34	250	1.2%
7.32	217	1.1%
Other values (125)	3026	15.1%
(Missing)	14246	71.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.78	1	< 0.1%
6.81	1	< 0.1%
6.94	1	< 0.1%
6.98	1	< 0.1%
7.01	1	< 0.1%
7.02	1	< 0.1%
7.025	1	< 0.1%
7.055	1	< 0.1%
7.06	1	< 0.1%
7.065	1	< 0.1%

Value	Count	Frequency (%)
7.615	1	< 0.1%
7.61	1	< 0.1%
7.6	4	< 0.1%
7.595	1	< 0.1%
7.59	3	< 0.1%
7.585	1	< 0.1%
7.58	4	< 0.1%
7.575	1	< 0.1%
7.57	6	< 0.1%
7.56	9	< 0.1%

PaCO2
Real number (ℝ_≥0)

MISSING

Distinct	580
Distinct (%)	10.0%
Missing	14221
Missing (%)	71.1%
Infinite	0
Infinite (%)	0.0%
Mean	40.24149074

Minimum	12
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	12
5-th percentile	28.3
Q1	35
median	39
Q3	43.5
95-th percentile	57
Maximum	100
Range	88
Interquartile range (IQR)	8.5

Descriptive statistics

Standard deviation	9.553163238
Coefficient of variation (CV)	0.2373958584
Kurtosis	6.580025868
Mean	40.24149074
Median Absolute Deviation (MAD)	4
Skewness	1.881281469
Sum	232555.575
Variance	91.26292786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38	252	1.3%
36	224	1.1%
40	221	1.1%
37	209	1.0%
35	203	1.0%
34	201	1.0%
39	189	0.9%
42	189	0.9%
41	176	0.9%
44	147	0.7%
Other values (570)	3768	18.8%
(Missing)	14221	71.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12	1	< 0.1%
15	3	< 0.1%
15.3	1	< 0.1%
15.5	1	< 0.1%
16	3	< 0.1%
16.7	1	< 0.1%
17	4	< 0.1%
18	4	< 0.1%
18.8	1	< 0.1%
19	5	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
98	2	< 0.1%
95	1	< 0.1%
94	1	< 0.1%
93.4	1	< 0.1%
92.5	2	< 0.1%
92	1	< 0.1%
90	2	< 0.1%
89.15	1	< 0.1%
89	1	< 0.1%

SaO2
Real number (ℝ_≥0)

MISSING

Distinct	377
Distinct (%)	7.4%
Missing	14875
Missing (%)	74.4%
Infinite	0
Infinite (%)	0.0%
Mean	96.81781463

Minimum	50.3
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	50.3
5-th percentile	92.1
Q1	95.95
median	97.55
Q3	98.7
95-th percentile	99.5
Maximum	100
Range	49.7
Interquartile range (IQR)	2.75

Descriptive statistics

Standard deviation	3.080118287
Coefficient of variation (CV)	0.03181354897
Kurtosis	40.31261174
Mean	96.81781463
Median Absolute Deviation (MAD)	1.25
Skewness	-4.542755846
Sum	496191.3
Variance	9.487128664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98.8	118	0.6%
99.2	109	0.5%
99	106	0.5%
98.6	105	0.5%
99.1	105	0.5%
98.9	104	0.5%
98.4	102	0.5%
98.5	101	0.5%
98.3	100	0.5%
98.7	97	0.5%
Other values (367)	4078	20.4%
(Missing)	14875	74.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50.3	1	< 0.1%
52.5	1	< 0.1%
58.8	1	< 0.1%
65.1	1	< 0.1%
65.6	1	< 0.1%
66.1	1	< 0.1%
68	1	< 0.1%
68.2	1	< 0.1%
68.85	1	< 0.1%
71.2	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
99.9	31	0.2%
99.85	2	< 0.1%
99.8	2	< 0.1%
99.8	43	0.2%
99.75	4	< 0.1%
99.7	55	0.3%
99.7	3	< 0.1%
99.65	12	0.1%
99.625	2	< 0.1%

AST
Real number (ℝ_≥0)

MISSING

Distinct	801
Distinct (%)	9.5%
Missing	11536
Missing (%)	57.7%
Infinite	0
Infinite (%)	0.0%
Mean	99.08066517

Minimum	5
Maximum	9264
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	5
5-th percentile	13
Q1	19
median	28
Q3	52.5
95-th percentile	283
Maximum	9264
Range	9259
Interquartile range (IQR)	33.5

Descriptive statistics

Standard deviation	403.3067974
Coefficient of variation (CV)	4.070489401
Kurtosis	173.4224384
Mean	99.08066517
Median Absolute Deviation (MAD)	11.5
Skewness	11.78378329
Sum	838618.75
Variance	162656.3728
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	273	1.4%
18	267	1.3%
17	262	1.3%
21	259	1.3%
20	255	1.3%
16	239	1.2%
22	228	1.1%
15	226	1.1%
24	222	1.1%
14	210	1.1%
Other values (791)	6023	30.1%
(Missing)	11536	57.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	2	< 0.1%
5.5	1	< 0.1%
6	5	< 0.1%
6.5	2	< 0.1%
7	7	< 0.1%
8	14	0.1%
8.25	1	< 0.1%
8.5	6	< 0.1%
9	35	0.2%
9.5	12	0.1%

Value	Count	Frequency (%)
9264	1	< 0.1%
7938	1	< 0.1%
7906	1	< 0.1%
7416.5	1	< 0.1%
7394	1	< 0.1%
6846	1	< 0.1%
6602.5	1	< 0.1%
6560	1	< 0.1%
6058	1	< 0.1%
5866.5	1	< 0.1%

BUN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	305
Distinct (%)	1.7%
Missing	1591
Missing (%)	8.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.38318214

Minimum	1
Maximum	202.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	11
median	16
Q3	25
95-th percentile	56.8
Maximum	202.5
Range	201.5
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	17.61743484
Coefficient of variation (CV)	0.8238921002
Kurtosis	10.74599209
Mean	21.38318214
Median Absolute Deviation (MAD)	6
Skewness	2.731324231
Sum	393643
Variance	310.3740104
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	798	4.0%
13	790	4.0%
14	746	3.7%
10	732	3.7%
11	731	3.7%
15	636	3.2%
9	628	3.1%
16	615	3.1%
17	593	3.0%
18	525	2.6%
Other values (295)	11615	58.1%
(Missing)	1591	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12	0.1%
1.25	2	< 0.1%
1.5	7	< 0.1%
2	22	0.1%
2.5	8	< 0.1%
3	79	0.4%
3.5	28	0.1%
3.75	1	< 0.1%
4	159	0.8%
4.25	1	< 0.1%

Value	Count	Frequency (%)
202.5	1	< 0.1%
200	1	< 0.1%
182	1	< 0.1%
179.5	1	< 0.1%
170	2	< 0.1%
161	1	< 0.1%
152	1	< 0.1%
151	1	< 0.1%
147	1	< 0.1%
145	1	< 0.1%

Alkalinephos
Real number (ℝ_≥0)

MISSING

Distinct	624
Distinct (%)	7.4%
Missing	11530
Missing (%)	57.6%
Infinite	0
Infinite (%)	0.0%
Mean	88.18476978

Minimum	11
Maximum	1650
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	11
5-th percentile	34
Q1	52
median	69
Q3	96
95-th percentile	198
Maximum	1650
Range	1639
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	80.47511024
Coefficient of variation (CV)	0.9125737976
Kurtosis	74.56907729
Mean	88.18476978
Median Absolute Deviation (MAD)	20
Skewness	6.638995858
Sum	746925
Variance	6476.243368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53	126	0.6%
69	124	0.6%
58	124	0.6%
52	121	0.6%
55	119	0.6%
56	117	0.6%
61	115	0.6%
54	115	0.6%
51	113	0.6%
68	113	0.6%
Other values (614)	7283	36.4%
(Missing)	11530	57.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	2	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
15	1	< 0.1%
16	2	< 0.1%
18	5	< 0.1%
19	5	< 0.1%
20	3	< 0.1%
21	10	0.1%
21.5	1	< 0.1%

Value	Count	Frequency (%)
1650	2	< 0.1%
1303.5	1	< 0.1%
1214	1	< 0.1%
1129	1	< 0.1%
1072	1	< 0.1%
1051.5	1	< 0.1%
972	2	< 0.1%
959.5	1	< 0.1%
958	1	< 0.1%
933	1	< 0.1%

Calcium
Real number (ℝ_≥0)

MISSING

Distinct	1009
Distinct (%)	5.5%
Missing	1550
Missing (%)	7.8%
Infinite	0
Infinite (%)	0.0%
Mean	7.791532249

Minimum	1.01
Maximum	27.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	1.01
5-th percentile	1.33
Q1	7.8
median	8.3
Q3	8.8
95-th percentile	9.4
Maximum	27.45
Range	26.44
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.053533862
Coefficient of variation (CV)	0.2635596948
Kurtosis	5.568138851
Mean	7.791532249
Median Absolute Deviation (MAD)	0.5
Skewness	-1.587741001
Sum	143753.77
Variance	4.217001322
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.3	845	4.2%
8.5	837	4.2%
8.2	762	3.8%
8.6	754	3.8%
8.8	741	3.7%
8.7	740	3.7%
8.4	726	3.6%
8.1	669	3.3%
8	606	3.0%
8.9	575	2.9%
Other values (999)	11195	56.0%
(Missing)	1550	7.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.01	1	< 0.1%
1.04	3	< 0.1%
1.05	1	< 0.1%
1.055	1	< 0.1%
1.06	1	< 0.1%
1.07	6	< 0.1%
1.075	2	< 0.1%
1.08	6	< 0.1%
1.085	2	< 0.1%
1.09	13	0.1%

Value	Count	Frequency (%)
27.45	1	< 0.1%
25.2	1	< 0.1%
23.7	1	< 0.1%
19.1	1	< 0.1%
18.8	2	< 0.1%
18.6	3	< 0.1%
18.3	1	< 0.1%
18.2	3	< 0.1%
18.1	1	< 0.1%
18	2	< 0.1%

Chloride
Real number (ℝ_≥0)

MISSING

Distinct	86
Distinct (%)	5.3%
Missing	18383
Missing (%)	91.9%
Infinite	0
Infinite (%)	0.0%
Mean	105.9225417

Minimum	74
Maximum	124
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	74
5-th percentile	97
Q1	103.5
median	106
Q3	109
95-th percentile	113
Maximum	124
Range	50
Interquartile range (IQR)	5.5

Descriptive statistics

Standard deviation	5.065038683
Coefficient of variation (CV)	0.04781832649
Kurtosis	3.110997013
Mean	105.9225417
Median Absolute Deviation (MAD)	3
Skewness	-0.8143374426
Sum	171276.75
Variance	25.65461686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
107	144	0.7%
108	128	0.6%
106	126	0.6%
105	125	0.6%
109	104	0.5%
104	90	0.4%
103	88	0.4%
110	82	0.4%
102	61	0.3%
111	56	0.3%
Other values (76)	613	3.1%
(Missing)	18383	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
74	1	< 0.1%
81	1	< 0.1%
82	1	< 0.1%
82.5	1	< 0.1%
86	3	< 0.1%
87	1	< 0.1%
88	4	< 0.1%
89	3	< 0.1%
89.5	1	< 0.1%
90	2	< 0.1%

Value	Count	Frequency (%)
124	3	< 0.1%
123	2	< 0.1%
122	2	< 0.1%
119	2	< 0.1%
118.5	1	< 0.1%
118	5	< 0.1%
117.5	2	< 0.1%
117	6	< 0.1%
116.5	2	< 0.1%
116	2	< 0.1%

Creatinine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1807
Distinct (%)	9.8%
Missing	1588
Missing (%)	7.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.573319846

Minimum	0.2
Maximum	25.33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.525
Q1	0.735
median	0.94
Q3	1.35
95-th percentile	5.68
Maximum	25.33
Range	25.13
Interquartile range (IQR)	0.615

Descriptive statistics

Standard deviation	2.082281524
Coefficient of variation (CV)	1.323495366
Kurtosis	24.73944754
Mean	1.573319846
Median Absolute Deviation (MAD)	0.255
Skewness	4.412836616
Sum	28967.965
Variance	4.335896347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	208	1.0%
0.77	204	1.0%
0.81	197	1.0%
0.79	190	0.9%
0.73	187	0.9%
0.71	186	0.9%
0.7	184	0.9%
0.78	180	0.9%
0.75	178	0.9%
0.76	172	0.9%
Other values (1797)	16526	82.6%
(Missing)	1588	7.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.205	1	< 0.1%
0.22	1	< 0.1%
0.235	1	< 0.1%
0.24	1	< 0.1%
0.27	1	< 0.1%
0.28	1	< 0.1%
0.285	1	< 0.1%
0.3	33	0.2%
0.305	2	< 0.1%

Value	Count	Frequency (%)
25.33	1	< 0.1%
25	2	< 0.1%
23.83	1	< 0.1%
23.825	1	< 0.1%
23.495	1	< 0.1%
23.485	1	< 0.1%
23.37	1	< 0.1%
21.31	1	< 0.1%
21.18	1	< 0.1%
20.29	1	< 0.1%

Bilirubin_direct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	193
Distinct (%)	13.1%
Missing	18529
Missing (%)	92.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.7139055065

Minimum	0.01
Maximum	23.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.1
Q1	0.1
median	0.2
Q3	0.405
95-th percentile	2.48
Maximum	23.3
Range	23.29
Interquartile range (IQR)	0.305

Descriptive statistics

Standard deviation	2.00545946
Coefficient of variation (CV)	2.809138523
Kurtosis	59.33609311
Mean	0.7139055065
Median Absolute Deviation (MAD)	0.1
Skewness	7.099006483
Sum	1050.155
Variance	4.021867645
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	432	2.2%
0.2	265	1.3%
0.3	119	0.6%
0.4	84	0.4%
0.5	36	0.2%
0.6	28	0.1%
1	21	0.1%
0.7	20	0.1%
0.25	17	0.1%
0.8	13	0.1%
Other values (183)	436	2.2%
(Missing)	18529	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	5	< 0.1%
0.02	4	< 0.1%
0.03	5	< 0.1%
0.04	4	< 0.1%
0.05	1	< 0.1%
0.05	4	< 0.1%
0.06	6	< 0.1%
0.06	1	< 0.1%
0.07	7	< 0.1%
0.08	4	< 0.1%

Value	Count	Frequency (%)
23.3	1	< 0.1%
21.335	1	< 0.1%
20.57	1	< 0.1%
20	2	< 0.1%
19.815	1	< 0.1%
18.395	1	< 0.1%
17.95	1	< 0.1%
16.6	1	< 0.1%
15.6	1	< 0.1%
15	1	< 0.1%

Glucose
Real number (ℝ_≥0)

MISSING

Distinct	714
Distinct (%)	3.8%
Missing	1173
Missing (%)	5.9%
Infinite	0
Infinite (%)	0.0%
Mean	128.1403591

Minimum	44
Maximum	446
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	44
5-th percentile	87
Q1	104.5
median	122
Q3	140.5
95-th percentile	196.5
Maximum	446
Range	402
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	35.65520072
Coefficient of variation (CV)	0.2782511379
Kurtosis	6.506633846
Mean	128.1403591
Median Absolute Deviation (MAD)	18
Skewness	1.887041391
Sum	2412498.54
Variance	1271.293339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
126	223	1.1%
115	213	1.1%
118	212	1.1%
122	212	1.1%
108	210	1.1%
127	206	1.0%
121	206	1.0%
116	206	1.0%
123	205	1.0%
114	202	1.0%
Other values (704)	16732	83.7%
(Missing)	1173	5.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44	1	< 0.1%
50	1	< 0.1%
51	1	< 0.1%
59	2	< 0.1%
61	1	< 0.1%
61.5	1	< 0.1%
62	2	< 0.1%
63	1	< 0.1%
64	2	< 0.1%
65.25	1	< 0.1%

Value	Count	Frequency (%)
446	1	< 0.1%
445	2	< 0.1%
429	1	< 0.1%
424.5	1	< 0.1%
401.5	1	< 0.1%
389	1	< 0.1%
384.5	1	< 0.1%
384	1	< 0.1%
381	1	< 0.1%
376.5	1	< 0.1%

Lactate
Real number (ℝ_≥0)

MISSING

Distinct	1082
Distinct (%)	22.7%
Missing	15240
Missing (%)	76.2%
Infinite	0
Infinite (%)	0.0%
Mean	2.232431723

Minimum	0.5
Maximum	22.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.5
5-th percentile	0.84
Q1	1.24
median	1.7
Q3	2.5
95-th percentile	5.33075
Maximum	22.25
Range	21.75
Interquartile range (IQR)	1.26

Descriptive statistics

Standard deviation	1.83628181
Coefficient of variation (CV)	0.8225478033
Kurtosis	22.78210679
Mean	2.232431723
Median Absolute Deviation (MAD)	0.55
Skewness	3.919380805
Sum	10626.375
Variance	3.371930884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.1	45	0.2%
1.2	41	0.2%
1.4	38	0.2%
1.3	36	0.2%
1	34	0.2%
0.9	30	0.1%
1.5	30	0.1%
1.08	29	0.1%
1.42	29	0.1%
1.35	29	0.1%
Other values (1072)	4419	22.1%
(Missing)	15240	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	4	< 0.1%
0.54	1	< 0.1%
0.55	1	< 0.1%
0.56	2	< 0.1%
0.57	4	< 0.1%
0.59	1	< 0.1%
0.6	8	< 0.1%
0.61	2	< 0.1%
0.615	1	< 0.1%
0.62	1	< 0.1%

Value	Count	Frequency (%)
22.25	1	< 0.1%
19.345	1	< 0.1%
19.12	1	< 0.1%
17.75	1	< 0.1%
17.42	1	< 0.1%
16.97	1	< 0.1%
16.96	1	< 0.1%
16.895	1	< 0.1%
16	1	< 0.1%
15.94	1	< 0.1%

Magnesium
Real number (ℝ_≥0)

MISSING

Distinct	117
Distinct (%)	0.7%
Missing	3543
Missing (%)	17.7%
Infinite	0
Infinite (%)	0.0%
Mean	2.024313362

Minimum	0.5
Maximum	8.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.5
5-th percentile	1.6
Q1	1.85
median	2
Q3	2.2
95-th percentile	2.5
Maximum	8.4
Range	7.9
Interquartile range (IQR)	0.35

Descriptive statistics

Standard deviation	0.3229414811
Coefficient of variation (CV)	0.1595313686
Kurtosis	25.67020394
Mean	2.024313362
Median Absolute Deviation (MAD)	0.15
Skewness	2.517298682
Sum	33314.125
Variance	0.1042912002
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	2241	11.2%
1.9	1917	9.6%
2.1	1816	9.1%
1.8	1350	6.8%
2.2	1276	6.4%
1.7	859	4.3%
2.3	836	4.2%
2.05	613	3.1%
1.6	505	2.5%
1.95	466	2.3%
Other values (107)	4578	22.9%
(Missing)	3543	17.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	< 0.1%
0.65	1	< 0.1%
0.9	2	< 0.1%
1	5	< 0.1%
1.05	1	< 0.1%
1.1	17	0.1%
1.15	2	< 0.1%
1.2	30	0.1%
1.2	1	< 0.1%
1.25	4	< 0.1%

Value	Count	Frequency (%)
8.4	1	< 0.1%
7.1	1	< 0.1%
6.35	1	< 0.1%
6.2	1	< 0.1%
5.7	1	< 0.1%
5.4	1	< 0.1%
5.3	1	< 0.1%
5.2	1	< 0.1%
5.15	1	< 0.1%
5	1	< 0.1%

Phosphate
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	284
Distinct (%)	2.4%
Missing	8365
Missing (%)	41.8%
Infinite	0
Infinite (%)	0.0%
Mean	3.51783627

Minimum	0.6
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.6
5-th percentile	2
Q1	2.75
median	3.3
Q3	4
95-th percentile	5.9
Maximum	12
Range	11.4
Interquartile range (IQR)	1.25

Descriptive statistics

Standard deviation	1.251250763
Coefficient of variation (CV)	0.3556876066
Kurtosis	5.73622451
Mean	3.51783627
Median Absolute Deviation (MAD)	0.6
Skewness	1.725705724
Sum	40930.025
Variance	1.565628473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.2	407	2.0%
3.5	395	2.0%
3	394	2.0%
3.3	392	2.0%
3.4	390	1.9%
2.9	368	1.8%
2.8	364	1.8%
3.1	351	1.8%
3.7	328	1.6%
2.7	327	1.6%
Other values (274)	7919	39.6%
(Missing)	8365	41.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.6	4	< 0.1%
0.65	1	< 0.1%
0.7	2	< 0.1%
0.75	1	< 0.1%
0.8	7	< 0.1%
0.85	1	< 0.1%
0.9	2	< 0.1%
1	16	0.1%
1.1	10	0.1%
1.2	14	0.1%

Value	Count	Frequency (%)
12	7	< 0.1%
11.85	1	< 0.1%
11.8	1	< 0.1%
11.6	1	< 0.1%
11.5	1	< 0.1%
11.4	2	< 0.1%
11.3	1	< 0.1%
11.2	1	< 0.1%
11	1	< 0.1%
10.9	1	< 0.1%

Potassium
Real number (ℝ_≥0)

MISSING

Distinct	451
Distinct (%)	2.4%
Missing	1434
Missing (%)	7.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.045369493

Minimum	1.575
Maximum	9.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	1.575
5-th percentile	3.35
Q1	3.7
median	4
Q3	4.3
95-th percentile	4.9
Maximum	9.8
Range	8.225
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.5023039386
Coefficient of variation (CV)	0.1241676291
Kurtosis	6.93451772
Mean	4.045369493
Median Absolute Deviation (MAD)	0.3
Skewness	1.326775252
Sum	75106.33
Variance	0.2523092467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	1399	7.0%
3.9	1289	6.4%
3.8	1273	6.4%
4.1	1258	6.3%
3.7	1095	5.5%
4.2	881	4.4%
3.6	803	4.0%
4.3	720	3.6%
4.4	645	3.2%
3.5	613	3.1%
Other values (441)	8590	43.0%
(Missing)	1434	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.575	1	< 0.1%
2.25	2	< 0.1%
2.3	2	< 0.1%
2.35	1	< 0.1%
2.4	1	< 0.1%
2.5	7	< 0.1%
2.55	2	< 0.1%
2.6	8	< 0.1%
2.65	1	< 0.1%
2.7	12	0.1%

Value	Count	Frequency (%)
9.8	1	< 0.1%
9.4	2	< 0.1%
9.2	2	< 0.1%
8.2	1	< 0.1%
7.9	1	< 0.1%
7.8	1	< 0.1%
7.6	3	< 0.1%
7.595	1	< 0.1%
7.4	1	< 0.1%
7.35	1	< 0.1%

Bilirubin_total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	286
Distinct (%)	3.4%
Missing	11522
Missing (%)	57.6%
Infinite	0
Infinite (%)	0.0%
Mean	1.249097665

Minimum	0.1
Maximum	49.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.3
Q1	0.5
median	0.8
Q3	1.2
95-th percentile	3.1
Maximum	49.2
Range	49.1
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	2.329118511
Coefficient of variation (CV)	1.864640834
Kurtosis	126.2752191
Mean	1.249097665
Median Absolute Deviation (MAD)	0.3
Skewness	9.704517087
Sum	10589.85
Variance	5.42479304
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6	794	4.0%
0.5	779	3.9%
0.7	760	3.8%
0.4	693	3.5%
0.8	623	3.1%
0.9	504	2.5%
1	409	2.0%
0.3	374	1.9%
1.1	320	1.6%
1.2	254	1.3%
Other values (276)	2968	14.8%
(Missing)	11522	57.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	32	0.2%
0.15	1	< 0.1%
0.15	2	< 0.1%
0.2	153	0.8%
0.25	19	0.1%
0.3	374	1.9%
0.3	14	0.1%
0.35	53	0.3%
0.4	693	3.5%
0.425	1	< 0.1%

Value	Count	Frequency (%)
49.2	1	< 0.1%
46.4	1	< 0.1%
43.3	1	< 0.1%
41.6	1	< 0.1%
36.85	1	< 0.1%
36.45	1	< 0.1%
35.4	1	< 0.1%
34.65	1	< 0.1%
31.2	1	< 0.1%
30.2	1	< 0.1%

TroponinI
Real number (ℝ_≥0)

MISSING

Distinct	1372
Distinct (%)	20.9%
Missing	13436
Missing (%)	67.2%
Infinite	0
Infinite (%)	0.0%
Mean	5.093911487

Minimum	0.01
Maximum	440
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.01
Q1	0.03
median	0.075
Q3	0.8
95-th percentile	32.0455
Maximum	440
Range	439.99
Interquartile range (IQR)	0.77

Descriptive statistics

Standard deviation	19.44571104
Coefficient of variation (CV)	3.81744188
Kurtosis	88.01086808
Mean	5.093911487
Median Absolute Deviation (MAD)	0.065
Skewness	7.757148428
Sum	33436.435
Variance	378.135678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	1238	6.2%
0.03	805	4.0%
0.02	290	1.5%
0.04	256	1.3%
0.05	176	0.9%
0.06	144	0.7%
0.07	134	0.7%
0.08	100	0.5%
0.09	95	0.5%
0.1	81	0.4%
Other values (1362)	3245	16.2%
(Missing)	13436	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	1238	6.2%
0.015	52	0.3%
0.02	290	1.5%
0.025	33	0.2%
0.03	805	4.0%
0.03	3	< 0.1%
0.035	1	< 0.1%
0.035	27	0.1%
0.04	256	1.3%
0.045	36	0.2%

Value	Count	Frequency (%)
440	1	< 0.1%
297.05	1	< 0.1%
200	12	0.1%
199.53	1	< 0.1%
194.095	1	< 0.1%
193.44	1	< 0.1%
190.04	1	< 0.1%
185.215	1	< 0.1%
183.5	1	< 0.1%
180.08	1	< 0.1%

Hct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	917
Distinct (%)	5.1%
Missing	1953
Missing (%)	9.8%
Infinite	0
Infinite (%)	0.0%
Mean	32.49576135

Minimum	9.3
Maximum	65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	9.3
5-th percentile	23.1
Q1	27.65
median	32.3
Q3	36.95
95-th percentile	42.885
Maximum	65
Range	55.7
Interquartile range (IQR)	9.3

Descriptive statistics

Standard deviation	6.19351436
Coefficient of variation (CV)	0.19059453
Kurtosis	-0.2796348538
Mean	32.49576135
Median Absolute Deviation (MAD)	4.65
Skewness	0.2665834415
Sum	586451.005
Variance	38.35962013
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	103	0.5%
33.5	101	0.5%
34	96	0.5%
35.5	95	0.5%
33.3	86	0.4%
29.6	86	0.4%
34.2	85	0.4%
33.2	85	0.4%
31.5	85	0.4%
30.1	84	0.4%
Other values (907)	17141	85.7%
(Missing)	1953	9.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.3	1	< 0.1%
11.3	1	< 0.1%
13.3	1	< 0.1%
13.55	1	< 0.1%
14.6	1	< 0.1%
15.5	1	< 0.1%
15.75	1	< 0.1%
16	1	< 0.1%
16.3	1	< 0.1%
16.6	1	< 0.1%

Value	Count	Frequency (%)
65	1	< 0.1%
64.2	1	< 0.1%
64.1	1	< 0.1%
59.85	1	< 0.1%
59.6	1	< 0.1%
58.15	1	< 0.1%
57.1	1	< 0.1%
56.3	1	< 0.1%
55.6	1	< 0.1%
55.2	1	< 0.1%

Hgb
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	398
Distinct (%)	2.2%
Missing	1941
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	10.6649042

Minimum	2.6
Maximum	26.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	2.6
5-th percentile	7.55
Q1	9
median	10.5
Q3	12.15
95-th percentile	14.4
Maximum	26.6
Range	24
Interquartile range (IQR)	3.15

Descriptive statistics

Standard deviation	2.147157958
Coefficient of variation (CV)	0.2013293244
Kurtosis	0.3215379227
Mean	10.6649042
Median Absolute Deviation (MAD)	1.6
Skewness	0.4779463755
Sum	192597.505
Variance	4.610287296
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.3	259	1.3%
10.8	247	1.2%
9.3	246	1.2%
10.5	232	1.2%
9.5	231	1.2%
9.2	231	1.2%
8.5	230	1.1%
10.6	227	1.1%
11	226	1.1%
10.3	226	1.1%
Other values (388)	15704	78.5%
(Missing)	1941	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.6	1	< 0.1%
4	1	< 0.1%
4.3	1	< 0.1%
4.5	1	< 0.1%
4.8	1	< 0.1%
4.9	1	< 0.1%
5	1	< 0.1%
5.1	1	< 0.1%
5.2	2	< 0.1%
5.35	1	< 0.1%

Value	Count	Frequency (%)
26.6	1	< 0.1%
24.8	2	< 0.1%
23.8	1	< 0.1%
23.5	1	< 0.1%
22.5	1	< 0.1%
21.6	1	< 0.1%
21.2	1	< 0.1%
21	1	< 0.1%
20.6	1	< 0.1%
20.55	1	< 0.1%

PTT
Real number (ℝ_≥0)

MISSING

Distinct	925
Distinct (%)	21.0%
Missing	15602
Missing (%)	78.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.87937131

Minimum	20
Maximum	250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	20
5-th percentile	24
Q1	28.05
median	31.4125
Q3	37.6
95-th percentile	79.765
Maximum	250
Range	230
Interquartile range (IQR)	9.55

Descriptive statistics

Standard deviation	26.84004152
Coefficient of variation (CV)	0.6903414489
Kurtosis	28.13037137
Mean	38.87937131
Median Absolute Deviation (MAD)	4.1125
Skewness	4.797294311
Sum	170991.475
Variance	720.3878287
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28.9	38	0.2%
28.6	37	0.2%
27.3	37	0.2%
30.4	36	0.2%
30.8	35	0.2%
30.7	35	0.2%
28	35	0.2%
29.5	35	0.2%
28.8	34	0.2%
29.6	34	0.2%
Other values (915)	4042	20.2%
(Missing)	15602	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	21	0.1%
20.1	3	< 0.1%
20.3	1	< 0.1%
20.4	3	< 0.1%
20.5	2	< 0.1%
20.6	2	< 0.1%
20.7	1	< 0.1%
20.8	4	< 0.1%
20.9	6	< 0.1%
21	4	< 0.1%

Value	Count	Frequency (%)
250	3	< 0.1%
249.9	5	< 0.1%
249	16	0.1%
237.5	1	< 0.1%
235.5	1	< 0.1%
224.4	1	< 0.1%
212.3	1	< 0.1%
210.6	1	< 0.1%
206	1	< 0.1%
204.9	1	< 0.1%

WBC
Real number (ℝ_≥0)

MISSING

Distinct	868
Distinct (%)	4.8%
Missing	2000
Missing (%)	10.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.27482528

Minimum	0.1
Maximum	302
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.1
5-th percentile	4.4
Q1	7
median	9.4
Q3	12.3
95-th percentile	18.5
Maximum	302
Range	301.9
Interquartile range (IQR)	5.3

Descriptive statistics

Standard deviation	6.378892202
Coefficient of variation (CV)	0.6208273162
Kurtosis	412.8860134
Mean	10.27482528
Median Absolute Deviation (MAD)	2.6
Skewness	13.38156119
Sum	184946.855
Variance	40.69026572
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.8	188	0.9%
7.4	170	0.9%
9.8	165	0.8%
10	161	0.8%
8.6	159	0.8%
7.6	152	0.8%
8	151	0.8%
7.1	150	0.8%
8.2	149	0.7%
8.4	148	0.7%
Other values (858)	16407	82.0%
(Missing)	2000	10.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	10	0.1%
0.2	3	< 0.1%
0.3	3	< 0.1%
0.3	1	< 0.1%
0.4	6	< 0.1%
0.5	1	< 0.1%
0.6	2	< 0.1%
0.75	1	< 0.1%
0.8	4	< 0.1%
0.9	1	< 0.1%

Value	Count	Frequency (%)
302	1	< 0.1%
200.8	1	< 0.1%
179.2	1	< 0.1%
165.1	1	< 0.1%
152.9	1	< 0.1%
144.9	1	< 0.1%
143	1	< 0.1%
142.2	1	< 0.1%
136.9	1	< 0.1%
135.6	1	< 0.1%

Fibrinogen
Real number (ℝ_≥0)

MISSING

Distinct	674
Distinct (%)	34.6%
Missing	18052
Missing (%)	90.3%
Infinite	0
Infinite (%)	0.0%
Mean	293.2234343

Minimum	35
Maximum	1000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	35
5-th percentile	133
Q1	200
median	258
Q3	346.625
95-th percentile	582.325
Maximum	1000
Range	965
Interquartile range (IQR)	146.625

Descriptive statistics

Standard deviation	143.5018304
Coefficient of variation (CV)	0.4893941398
Kurtosis	3.760735246
Mean	293.2234343
Median Absolute Deviation (MAD)	69.75
Skewness	1.657971955
Sum	571199.25
Variance	20592.77533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
217	18	0.1%
230	15	0.1%
215	14	0.1%
200	13	0.1%
219	12	0.1%
247	11	0.1%
190	11	0.1%
208	11	0.1%
154	11	0.1%
250	11	0.1%
Other values (664)	1821	9.1%
(Missing)	18052	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	1	< 0.1%
55.5	1	< 0.1%
56.5	1	< 0.1%
59.5	1	< 0.1%
60	1	< 0.1%
61	2	< 0.1%
62	1	< 0.1%
64	1	< 0.1%
65	1	< 0.1%
70	1	< 0.1%

Value	Count	Frequency (%)
1000	6	< 0.1%
954	1	< 0.1%
945	1	< 0.1%
919	1	< 0.1%
912	1	< 0.1%
888	1	< 0.1%
884.5	1	< 0.1%
882	1	< 0.1%
878	1	< 0.1%
867	1	< 0.1%

Platelets
Real number (ℝ_≥0)

MISSING

Distinct	1065
Distinct (%)	5.9%
Missing	1992
Missing (%)	10.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.6354953

Minimum	3
Maximum	2322
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	3
5-th percentile	77.5
Q1	139
median	189
Q3	247.625
95-th percentile	360.5
Maximum	2322
Range	2319
Interquartile range (IQR)	108.625

Descriptive statistics

Standard deviation	93.09205897
Coefficient of variation (CV)	0.4639859902
Kurtosis	18.94566391
Mean	200.6354953
Median Absolute Deviation (MAD)	54
Skewness	1.921419293
Sum	3613044
Variance	8666.131443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
206	89	0.4%
186	87	0.4%
158	85	0.4%
141	85	0.4%
173	83	0.4%
187	83	0.4%
182	83	0.4%
168	82	0.4%
167	81	0.4%
165	80	0.4%
Other values (1055)	17170	85.9%
(Missing)	1992	10.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	2	< 0.1%
4.5	2	< 0.1%
5	2	< 0.1%
5.5	1	< 0.1%
7	1	< 0.1%
7.5	1	< 0.1%
8	2	< 0.1%
10	2	< 0.1%
10.5	1	< 0.1%

Value	Count	Frequency (%)
2322	1	< 0.1%
1008	1	< 0.1%
909	1	< 0.1%
893.5	1	< 0.1%
866	1	< 0.1%
855	1	< 0.1%
854	1	< 0.1%
838	1	< 0.1%
834	1	< 0.1%
831	1	< 0.1%

Age
Real number (ℝ_≥0)

Distinct	77
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.6488

Minimum	14
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	14
5-th percentile	30
Q1	50
median	62
Q3	72
95-th percentile	85
Maximum	100
Range	86
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	16.67181022
Coefficient of variation (CV)	0.2748910155
Kurtosis	-0.1562598942
Mean	60.6488
Median Absolute Deviation (MAD)	11
Skewness	-0.2649819802
Sum	1212976
Variance	277.949256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67	572	2.9%
68	539	2.7%
66	512	2.6%
65	510	2.5%
61	498	2.5%
69	495	2.5%
71	481	2.4%
62	477	2.4%
63	470	2.4%
70	467	2.3%
Other values (67)	14979	74.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	2	< 0.1%
15	2	< 0.1%
16	5	< 0.1%
17	13	0.1%
18	32	0.2%
19	54	0.3%
20	65	0.3%
21	99	0.5%
22	59	0.3%
23	77	0.4%

Value	Count	Frequency (%)
100	392	2.0%
89	111	0.6%
88	138	0.7%
87	145	0.7%
86	187	0.9%
85	187	0.9%
84	206	1.0%
83	247	1.2%
82	242	1.2%
81	224	1.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.4 KiB

1.0	10732
0.0	9268

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	60000
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	10732	53.7%
0.0	9268	46.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	10732	53.7%
0.0	9268	46.3%

Most occurring characters

Value	Count	Frequency (%)
0	29268	48.8%
.	20000	33.3%
1	10732	17.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40000	66.7%
Other Punctuation	20000	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	29268	73.2%
1	10732	26.8%

Other Punctuation

Value	Count	Frequency (%)
.	20000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	60000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	29268	48.8%
.	20000	33.3%
1	10732	17.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	60000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	29268	48.8%
.	20000	33.3%
1	10732	17.9%

Unit1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	6095
Missing (%)	30.5%
Memory size	156.4 KiB

0.0	6982
1.0	6923

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	41715
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	6982	34.9%
1.0	6923	34.6%
(Missing)	6095	30.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	6982	50.2%
1.0	6923	49.8%

Most occurring characters

Value	Count	Frequency (%)
0	20887	50.1%
.	13905	33.3%
1	6923	16.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	27810	66.7%
Other Punctuation	13905	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20887	75.1%
1	6923	24.9%

Other Punctuation

Value	Count	Frequency (%)
.	13905	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	41715	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20887	50.1%
.	13905	33.3%
1	6923	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41715	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20887	50.1%
.	13905	33.3%
1	6923	16.6%

Unit2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	6095
Missing (%)	30.5%
Memory size	156.4 KiB

1.0	6982
0.0	6923

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	41715
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	6982	34.9%
0.0	6923	34.6%
(Missing)	6095	30.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	6982	50.2%
0.0	6923	49.8%

Most occurring characters

Value	Count	Frequency (%)
0	20828	49.9%
.	13905	33.3%
1	6982	16.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	27810	66.7%
Other Punctuation	13905	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20828	74.9%
1	6982	25.1%

Other Punctuation

Value	Count	Frequency (%)
.	13905	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	41715	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20828	49.9%
.	13905	33.3%
1	6982	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41715	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20828	49.9%
.	13905	33.3%
1	6982	16.7%

HospAdmTime
Real number (ℝ)

ZEROS

Distinct	7975
Distinct (%)	39.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-55.072586

Minimum	-5366.86
Maximum	0
Zeros	1145
Zeros (%)	5.7%
Negative	18855
Negative (%)	94.3%
Memory size	156.4 KiB

Quantile statistics

Minimum	-5366.86
5-th percentile	-244.829
Q1	-52.3525
median	-8.57
Q3	-3.38
95-th percentile	0
Maximum	0
Range	5366.86
Interquartile range (IQR)	48.9725

Descriptive statistics

Standard deviation	135.5956936
Coefficient of variation (CV)	-2.462126867
Kurtosis	241.4449376
Mean	-55.072586
Median Absolute Deviation (MAD)	8.52
Skewness	-10.8324003
Sum	-1101451.72
Variance	18386.19213
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1145	5.7%
-0.02	250	1.2%
-0.03	197	1.0%
-0.01	179	0.9%
-0.04	136	0.7%
-0.05	122	0.6%
-0.06	105	0.5%
-0.07	94	0.5%
-0.09	76	0.4%
-0.08	59	0.3%
Other values (7965)	17637	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5366.86	1	< 0.1%
-3397.64	1	< 0.1%
-3342.34	1	< 0.1%
-3189.39	1	< 0.1%
-3112.12	1	< 0.1%
-2929.37	1	< 0.1%
-2842.11	1	< 0.1%
-2667.34	1	< 0.1%
-2384.78	1	< 0.1%
-2382.34	1	< 0.1%

Value	Count	Frequency (%)
0	1145	5.7%
-0.01	179	0.9%
-0.02	250	1.2%
-0.03	197	1.0%
-0.04	136	0.7%
-0.05	122	0.6%
-0.06	105	0.5%
-0.07	94	0.5%
-0.08	59	0.3%
-0.09	76	0.4%

ICULOS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	229
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.683325

Minimum	4.5
Maximum	170
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	4.5
5-th percentile	7.5
Q1	12
median	20
Q3	24
95-th percentile	29.5
Maximum	170
Range	165.5
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	11.64465905
Coefficient of variation (CV)	0.5916002021
Kurtosis	44.00773376
Mean	19.683325
Median Absolute Deviation (MAD)	6
Skewness	4.964837969
Sum	393666.5
Variance	135.5980843
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	682	3.4%
19.5	663	3.3%
20.5	652	3.3%
18.5	643	3.2%
21	643	3.2%
22	608	3.0%
21.5	594	3.0%
19	575	2.9%
22.5	570	2.9%
11	558	2.8%
Other values (219)	13812	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.5	193	1.0%
5	102	0.5%
5.5	115	0.6%
6	105	0.5%
6.5	145	0.7%
7	176	0.9%
7.5	202	1.0%
8	294	1.5%
8.5	325	1.6%
9	375	1.9%

Value	Count	Frequency (%)
170	1	< 0.1%
169	1	< 0.1%
168.5	5	< 0.1%
168	1	< 0.1%
167.5	1	< 0.1%
164	1	< 0.1%
163.5	1	< 0.1%
160.5	1	< 0.1%
159.5	1	< 0.1%
156.5	2	< 0.1%

SepsisLabel
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.4 KiB

0.0	19615
1.0	376
0.5	9

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	60000
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	19615	98.1%
1.0	376	1.9%
0.5	9	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	19615	98.1%
1.0	376	1.9%
0.5	9	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	39615	66.0%
.	20000	33.3%
1	376	0.6%
5	9	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40000	66.7%
Other Punctuation	20000	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	39615	99.0%
1	376	0.9%
5	9	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	20000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	60000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	39615	66.0%
.	20000	33.3%
1	376	0.6%
5	9	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	60000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	39615	66.0%
.	20000	33.3%
1	376	0.6%
5	9	< 0.1%

Sepsis
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.4 KiB

0.0	18858
1.0	1142

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	60000
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	18858	94.3%
1.0	1142	5.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	18858	94.3%
1.0	1142	5.7%

Most occurring characters

Value	Count	Frequency (%)
0	38858	64.8%
.	20000	33.3%
1	1142	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40000	66.7%
Other Punctuation	20000	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	38858	97.1%
1	1142	2.9%

Other Punctuation

Value	Count	Frequency (%)
.	20000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	60000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	38858	64.8%
.	20000	33.3%
1	1142	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	60000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	38858	64.8%
.	20000	33.3%
1	1142	1.9%

Hours
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	230
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.09975

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	23
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	23.27525267
Coefficient of variation (CV)	0.6109030287
Kurtosis	44.03440685
Mean	38.09975
Median Absolute Deviation (MAD)	12
Skewness	4.965291886
Sum	761995
Variance	541.7373868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	697	3.5%
38	667	3.3%
36	664	3.3%
40	651	3.3%
41	639	3.2%
43	610	3.0%
42	596	3.0%
37	591	3.0%
21	564	2.8%
44	563	2.8%
Other values (220)	13758	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	204	1.0%
9	114	0.6%
10	126	0.6%
11	120	0.6%
12	164	0.8%
13	205	1.0%
14	218	1.1%
15	305	1.5%
16	327	1.6%
17	373	1.9%

Value	Count	Frequency (%)
336	5	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%
312	2	< 0.1%
310	2	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	Hours
0	100001	98.00	95.0	36.800	112.0	84.0	63.00	20.00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30.0	NaN	7.80	NaN	1.500	NaN	123.0	NaN	2.05	NaN	3.95	NaN	NaN	35.30	11.3	NaN	10.80	NaN	170.0	73.0	1.0	1.0	0.0	-214.64	12.5	24.0
1	100002	64.00	98.0	37.500	129.0	83.0	62.00	22.00	37.5	NaN	NaN	NaN	NaN	NaN	NaN	NaN	17.0	NaN	8.20	NaN	0.840	NaN	113.5	NaN	2.25	2.70	4.70	NaN	3.700	31.40	11.1	NaN	13.20	NaN	85.0	83.0	1.0	0.0	1.0	-123.17	13.0	25.0
2	100003	114.00	94.0	36.950	131.0	94.0	82.00	25.50	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5597.0	36.0	337.0	8.30	NaN	1.890	3.35	123.5	NaN	2.30	4.30	4.70	4.25	0.600	33.35	11.1	NaN	14.05	NaN	297.5	48.0	1.0	NaN	NaN	-2.83	22.0	43.0
3	100004	85.00	100.0	37.700	132.0	84.0	65.00	12.00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	67.0	1.0	1.0	0.0	-1.93	30.0	59.0
4	100005	69.00	97.5	36.300	137.0	75.0	55.00	24.00	NaN	NaN	NaN	0.4	7.535	23.9	94.05	40.0	55.0	231.0	8.70	NaN	1.180	NaN	145.0	2.775	1.95	4.50	5.20	0.60	0.035	25.30	8.5	32.3	15.80	NaN	365.0	50.0	1.0	1.0	0.0	-3.27	26.5	52.0
5	100006	71.00	95.0	36.525	145.0	97.0	74.00	17.00	NaN	NaN	23.8	NaN	NaN	39.5	98.65	38.0	17.0	51.0	8.60	NaN	0.710	NaN	222.5	NaN	2.05	5.10	4.40	1.10	NaN	47.00	15.9	24.2	7.70	NaN	148.0	50.0	1.0	NaN	NaN	0.00	29.0	47.0
6	100007	89.00	97.0	37.200	145.0	92.5	71.50	18.00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34.0	15.5	112.0	8.45	NaN	0.405	0.10	128.0	NaN	1.70	4.00	3.90	0.50	NaN	26.40	8.2	26.6	7.00	NaN	403.0	42.0	1.0	NaN	NaN	-1145.97	19.0	37.0
7	100008	79.75	97.0	36.650	148.0	81.0	58.00	18.00	34.0	NaN	NaN	0.4	7.400	33.0	NaN	NaN	42.5	NaN	7.90	104.0	3.020	NaN	123.0	1.830	2.40	4.15	5.40	NaN	NaN	22.20	7.2	NaN	11.60	NaN	110.0	65.0	1.0	0.0	1.0	-211.64	25.5	50.0
8	100009	67.00	98.0	36.450	140.0	83.5	64.25	17.75	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	12.0	NaN	9.30	NaN	0.710	NaN	103.0	NaN	1.90	NaN	3.90	NaN	NaN	36.20	11.8	NaN	5.70	NaN	201.0	82.0	0.0	NaN	NaN	-128.39	15.5	30.0
9	100010	91.00	99.0	36.800	148.0	98.0	84.00	16.00	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34.0	NaN	9.00	NaN	1.770	NaN	186.0	NaN	2.20	4.10	4.10	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	32.0	0.0	1.0	0.0	-8.13	8.5	16.0

Last rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	Hours
19990	119991	76.0	97.0	37.00	130.00	82.0	52.0	16.0	35.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	14.0	NaN	7.50	NaN	0.790	NaN	110.00	NaN	1.60	NaN	4.10	NaN	NaN	26.30	8.40	NaN	6.4	NaN	96.0	81.0	0.0	0.0	1.0	-66.13	13.0	25.0
19991	119992	91.0	96.0	36.80	144.50	100.0	73.0	20.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	37.0	NaN	9.20	NaN	9.930	NaN	103.00	NaN	1.80	6.6	4.50	NaN	0.41	30.20	9.50	NaN	2.8	NaN	198.0	45.0	1.0	1.0	0.0	-4.55	21.0	41.0
19992	119993	81.0	95.0	36.50	130.00	97.0	77.5	19.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	15.0	NaN	8.30	NaN	1.010	NaN	132.00	NaN	2.00	2.6	4.10	NaN	0.01	42.00	14.90	NaN	12.3	NaN	175.0	65.0	1.0	NaN	NaN	-3.53	11.0	21.0
19993	119994	74.0	96.0	37.50	122.00	76.0	56.0	18.0	28.0	NaN	NaN	0.4	7.295	34.5	98.55	NaN	16.0	NaN	1.26	NaN	1.060	NaN	135.50	6.66	2.00	3.6	4.05	NaN	NaN	30.30	10.25	NaN	9.3	NaN	66.5	71.0	1.0	0.0	1.0	-29.57	21.5	42.0
19994	119995	62.0	95.0	36.05	147.00	107.0	79.0	20.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.0	NaN	8.80	NaN	0.810	NaN	116.00	NaN	2.00	3.0	3.50	NaN	NaN	39.20	13.10	NaN	7.0	289.0	154.0	76.0	1.0	0.0	1.0	-14.90	21.5	42.0
19995	119996	85.5	98.0	36.50	130.00	85.0	72.0	19.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	849.0	6.0	259.0	8.75	NaN	0.495	NaN	147.50	NaN	1.95	NaN	3.65	3.3	0.01	42.70	13.80	NaN	12.6	NaN	238.0	84.0	0.0	NaN	NaN	-6.69	24.5	48.0
19996	119997	61.5	97.0	36.80	117.50	86.0	69.0	22.0	45.0	NaN	NaN	NaN	NaN	NaN	NaN	24.0	5.5	116.0	13.80	NaN	0.770	0.1	103.75	NaN	3.15	3.1	3.35	0.7	1.09	46.70	15.55	38.2	10.4	NaN	189.0	30.0	1.0	NaN	NaN	-0.02	13.0	25.0
19997	119998	81.5	98.0	36.70	155.75	114.0	87.0	21.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.0	55.0	68.0	8.05	NaN	7.685	NaN	87.00	NaN	1.90	4.1	4.25	0.2	NaN	27.60	8.20	NaN	12.5	NaN	188.0	60.0	0.0	1.0	0.0	-53.64	25.0	49.0
19998	119999	94.0	93.0	37.60	140.00	100.0	75.0	22.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	33.5	28.5	49.5	8.45	NaN	1.010	NaN	109.50	NaN	NaN	NaN	3.40	1.0	NaN	23.60	8.00	NaN	10.7	NaN	263.5	84.0	0.0	1.0	0.0	-10.74	10.5	20.0
19999	120000	82.0	98.0	36.70	123.00	90.0	70.0	16.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.0	10.0	75.0	9.10	NaN	0.535	0.1	192.00	NaN	2.20	4.0	3.45	0.9	NaN	37.35	11.80	29.1	6.1	NaN	223.0	62.0	0.0	NaN	NaN	0.00	18.0	35.0

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Missing values

Sample